Installation of packages

Note that this notebook was run using Rstudio enabling both R and Python environments to be maintained throughout.

Installing scrubletR

You will need to have the devtools package installed…

devtools::install_github("furlan-lab/scrubletR")

Loading reticulate

Not for the faint of heart… You can read about getting python working from within R [here] (https://rstudio.github.io/reticulate/). You can either activate your reticulate environment and use ‘pip install scrublet’ to install scrublet or try from R as below. I use conda (reluctantly) and could not get it to install from in R

library(reticulate)
py_config()
py_install("scrublet")

I had to do this in the terminal after creating a new conda environment called ‘reticulate’.

conda activate reticulate
pip install scrublet

Regardless of how you do it, you can check that it is installed using this from R. If you are successful, you will get no output.

py_run_string("import scrublet")

Failure will look something like this

py_run_string("import scrubletoops")

Comparing Implementations

Ok with working R and python versions of Scrublet, let’s go over the differences. First let’s load data

Load data

suppressPackageStartupMessages({
  library(viewmastRust)
  library(Seurat)
  library(scCustomize)
  library(Matrix)
})

if(grepl("^gizmo", Sys.info()["nodename"])){
  ROOT_DIR2<-"/fh/fast/furlan_s/grp/data/ddata/BM_data"
} else {
  ROOT_DIR2<-"/Users/sfurlan/Library/CloudStorage/OneDrive-SharedLibraries-FredHutchinsonCancerCenter/Furlan_Lab - General/experiments/patient_marrows/aggr/cds/indy"
}

#query dataset
seuP<-readRDS(file.path(ROOT_DIR2, "220831_WC1.RDS"))
DimPlot_scCustom(seuP)

#counts_matrix<-t(seuP@assays$RNA@counts[,1:2000])
counts_matrix<-t(seuP@assays$RNA@counts)

First step

The first step in scrublet data processing is size factor normalization. Let’s see how the normalized counts compare across the two implementations. In the next block, I have run the scrublet pipeline through normalization and saved the counts in the R environment as “py_E_obs_norm”


import numpy as np
import scrublet as scr
scrub = scr.Scrublet(r.counts_matrix)

##set params
synthetic_doublet_umi_subsampling=1.0
use_approx_neighbors=True
distance_metric='euclidean'
get_doublet_neighbor_parents=False
min_counts=3
min_cells=3
min_gene_variability_pctl=85
log_transform=False
mean_center=True,
normalize_variance=True
n_prin_comps=30
svd_solver='arpack'
verbose=True
random_state = 0

#clear data in object
scrub._E_sim = None
scrub._E_obs_norm = None
scrub._E_sim_norm = None
scrub._gene_filter = np.arange(scrub._E_obs.shape[1])

#run normalize
scr.pipeline_normalize(scrub)

#capture size factor normalized counts
r.py_E_obs_norm = scrub._E_obs_norm.data

Run scrubletR size factor normalization

To see how the sets of counts compare, we can similarly run scrubletR normalization and correlate a sample (n=5000) of the log transformed counts using ggplot. Unsurprisingly they are not different.

#In R
#set params
synthetic_doublet_umi_subsampling = 1.0
use_approx_neighbors = TRUE
distance_metric = 'euclidean'
get_doublet_neighbor_parents = FALSE
min_counts = 3
min_cells = 3
min_gene_variability_pctl = 85
log_transform = FALSE
mean_center = T
normalize_variance = T
n_prin_comps = 30
verbose = TRUE


#instantiate object
scr<-Scrublet$new(counts_matrix = counts_matrix)

scr$pipeline_normalize()

ix<-sample(1:length(scr$E_obs_norm@x), 5000)
ggplot(data.frame(x=log(scr$E_obs_norm@x[ix]), y = log(py_E_obs_norm[ix])), aes(x=x, y=y))+geom_point(size = 0.01)+xlab("scrubletR size-factor normalized counts")+ylab("scrublet (python) size-factor normalized counts")+theme_bw()

Second step

Next in the pipeline is to select a subset of features with the highest variable expression. The default is set to find the set of features that exhibit expression variance in the above the 85th percentile as measured using the v-statistic.

genefilter = scr.filter_genes(scrub._E_obs_norm,
                                        min_counts=min_counts,
                                        min_cells=min_cells,
                                        min_vscore_pctl=min_gene_variability_pctl, show_vscore_plot=True)
## /Users/sfurlan/miniforge3_m1/envs/reticulate/lib/python3.9/site-packages/scrublet/helper_functions.py:281: UserWarning: *c* argument looks like a single numeric RGB or RGBA sequence, which should be avoided as value-mapping will have precedence in case its length matches with *x* & *y*.  Please use the *color* keyword-argument or provide a 2D array with a single row if you intend to specify the same RGB or RGBA value for all points.
##   plt.scatter(np.log10(mu_gene), np.log10(FF_gene), c = [.8,.8,.8], alpha = 0.3, edgecolors=None);
## /Users/sfurlan/miniforge3_m1/envs/reticulate/lib/python3.9/site-packages/scrublet/helper_functions.py:282: UserWarning: *c* argument looks like a single numeric RGB or RGBA sequence, which should be avoided as value-mapping will have precedence in case its length matches with *x* & *y*.  Please use the *color* keyword-argument or provide a 2D array with a single row if you intend to specify the same RGB or RGBA value for all points.
##   plt.scatter(np.log10(mu_gene)[ix], np.log10(FF_gene)[ix], c = [0,0,0], alpha = 0.3, edgecolors=None);

v_scores, CV_eff, CV_input, gene_ix, mu_gene, FF_gene, a, b = scr.get_vscores(scrub._E_obs_norm)
r.py_vscores = v_scores
min_vscore_pctl=min_gene_variability_pctl
ix2 = v_scores>0
v_scores = v_scores[ix2]
gene_ix = gene_ix[ix2]
mu_gene = mu_gene[ix2]
FF_gene = FF_gene[ix2]
min_vscore = np.percentile(v_scores, min_vscore_pctl)
final_ix = (((scrub._E_obs_norm[:,gene_ix] >= min_counts).sum(0).A.squeeze() >= min_cells) & (v_scores >= min_vscore))
    
#import inspect
#lines = inspect.getsource(scr.filter_genes)
#print(lines)

Problem #1

V-scores are slightly different between R and python. The correlation is pretty good howewever and this likely won’t affect performance too much

#scr$pipeline_get_gene_filter()


vscores_result<-get_vscores(scr$E_obs_norm)
Vscores <- as.numeric(vscores_result$v_scores)
# ggplot(data.frame(x=log(Vscores), y = log(py_vscores)), aes(x=x, y=y))+geom_point(size = 0.01)+xlab("scrubletR vscores")+ylab("scrublet (python) vscores")+theme_bw()

df<-data.frame(vscore_R=log(Vscores), vscore_py = log(py_vscores), indices_py=1:length(Vscores) %in% (py$gene_ix+1), indices_R=1:length(Vscores) %in% vscores_result$gene_ix)

df$selected_cat<-factor(with(df, 2*indices_py + indices_R + 1))
levels(df$selected_cat)<-c("neither", "both")

#ggplot(df, aes(x=vscore_R, y=vscore_py, color = selected_cat))+geom_point(size = 0.01)+theme_bw()

gene_ix <- vscores_result$gene_ix
mu_gene <- vscores_result$mu_gene
FF_gene <- vscores_result$FF_gene
a <- vscores_result$a
b <- vscores_result$b

ix2 <- Vscores > 0
Vscores <- Vscores[ix2]
gene_ix <- gene_ix[ix2]
mu_gene <- mu_gene[ix2]
FF_gene <- FF_gene[ix2]

min_vscore_pctl=min_gene_variability_pctl
min_vscore <- quantile(Vscores, prob = min_vscore_pctl / 100)

ix <- ((colSums(scr$E_obs_norm[, gene_ix] >= min_counts) >= min_cells) & (Vscores >= min_vscore))

df$selected_R<-ix
df$selected_py<-py$final_ix
df$selected_cat<-factor(with(df, 2*selected_py + selected_R + 1))
levels(df$selected_cat)<-c("neither", "r_only", "py_only", "both")
ggplot(df, aes(x=vscore_R, y=vscore_py, color = selected_cat))+geom_point(size = 0.2)+theme_bw()

table(df$selected_cat)
## 
## neither  r_only py_only    both 
##   22149      10       5    2472

Highly variant features using R method

scr$pipeline_get_gene_filter(plot = TRUE)

scr$pipeline_apply_gene_filter()

Simulating doublets

sim_doublet_ratio = 2.0
synthetic_doublet_umi_subsampling = 1.0

scr$simulate_doublets(sim_doublet_ratio=sim_doublet_ratio, synthetic_doublet_umi_subsampling=synthetic_doublet_umi_subsampling)

scr$pipeline_normalize(postnorm_total=1e6)
scr.pipeline_get_gene_filter(scrub)
scr.pipeline_apply_gene_filter(scrub)
scrub.simulate_doublets(sim_doublet_ratio=scrub.sim_doublet_ratio, synthetic_doublet_umi_subsampling=synthetic_doublet_umi_subsampling)
scr.pipeline_normalize(scrub, postnorm_total=1e6)
r.py_Esimnorm = scrub._E_sim_norm
gene_filter = scrub._gene_filter
r.py_E_obs_norm = scrub._E_obs_norm
import copy

scrub_preZ = copy.deepcopy(scrub)

#Let’s umap

Here we will brind the pseudo doublets with the original count matrix and visualize using UMAP across the two implemnetations. They look similar.

library(magrittr)
rcounts<-t(rbind(scr$E_obs_norm, scr$E_sim_norm))
rownames(rcounts)<-rownames(seuP)[scr$gene_filter]
colnames(rcounts)<-1:dim(rcounts)[2]
seuR<-CreateSeuratObject(rcounts, meta.data = data.frame(celltype=c(as.character(seuP$celltype), rep("pseudodoublet", length(seuP$celltype)*2)), row.names = colnames(rcounts)))
seuR <-NormalizeData(seuR) %>% FindVariableFeatures(nfeatures = 1000) %>% ScaleData() %>% RunPCA(npcs = 50)
## Normalizing layer: counts
## Finding variable features for layer counts
## Centering and scaling data matrix
## PC_ 1 
## Positive:  FCN1, S100A9, S100A8, SERPINA1, CD14, VCAN, S100A12, FGL2, NCF1, CYBB 
##     LRRK2, LYZ, FPR1, TYMP, FGR, JAML, PLBD1, ITGB2, MPEG1, IGSF6 
##     SLC11A1, LILRA5, SMIM25, CLEC7A, PLXDC2, HK3, C5AR1, LILRB3, LRP1, MAFB 
## Negative:  HIST1H4C, MPO, IGLL1, SOX4, CALR, ALAS2, SLC4A1, SELENBP1, GYPB, HBA1 
##     AHSP, HBA2, HBD, TUBA1B, EPB42, HBM, SNCA, HEMGN, MYL4, SLC25A39 
##     CA1, HMBS, RHAG, OSBP2, MZB1, HBQ1, GYPA, ANK1, HBG1, DMTN 
## PC_ 2 
## Positive:  GZMA, PRF1, KLRD1, GZMH, IL32, CD7, GNLY, CD247, SPON2, CCL5 
##     GZMM, NKG7, ARL4C, CD3E, KLRK1, CLIC3, GZMB, TBX21, LCK, LINC00861 
##     FGFBP2, CD2, IL2RB, CTSW, LAIR2, CST7, CCL4, SLFN5, KLRB1, SYNE2 
## Negative:  AHSP, BLVRB, HBM, HBD, ALAS2, CD36, GYPB, SELENBP1, SLC4A1, CA1 
##     HBA1, SLC25A37, EPB42, MYL4, HBA2, SNCA, RHAG, ANK1, HBB, GYPA 
##     OSBP2, HBG2, SPTB, HBQ1, FCN1, S100A9, CA2, RHCE, VCAN, HBG1 
## PC_ 3 
## Positive:  AHSP, HBB, HBM, HBD, GYPB, ALAS2, SELENBP1, HBA1, CA1, SLC4A1 
##     MYL4, EPB42, HBA2, HBQ1, RHAG, ANK1, SNCA, PRDX2, GYPA, BLVRB 
##     OSBP2, HBG2, SPTB, RHCE, SOX6, HBG1, TSPO2, TENT5C, RBM38, DMTN 
## Negative:  VIM, HLA-B, LGALS1, MALAT1, B2M, SOX4, MPO, CD37, CD52, TMSB4X 
##     S100A4, F13A1, DUSP1, AHNAK, S100A10, NEAT1, CST3, IGLL1, IFITM1, ZFP36 
##     MZB1, CALR, MTRNR2L12, MNDA, FOS, CD79B, CD79A, KLF2, MS4A3, CFD 
## PC_ 4 
## Positive:  MPO, MS4A3, AZU1, CALR, SOX4, ELANE, IGLL1, FOS, CPA3, FOSB 
##     TUBA1B, SRGN, CFD, IL5RA, PRTN3, CST7, MT2A, IFITM1, MS4A4E, LGALS1 
##     CST3, VIM, MS4A2, CEBPD, FTL, RNASE2, S100A4, GNLY, CTSW, PRF1 
## Negative:  NIBAN3, SPIB, IGHM, MS4A1, BLNK, IGKC, JCHAIN, FCRLA, CD79A, TCL1A 
##     FCER2, VPREB3, IGHD, TNFRSF17, IRF4, FCRL1, LTB, DERL3, FCMR, LINC02397 
##     RUBCNL, GPR183, IGHA1, KLHL14, IGLC1, CD79B, IRF8, FCRL5, BACH2, ARHGAP24 
## PC_ 5 
## Positive:  HSP90B1, CALR, MS4A3, TUBA1B, CPA3, AZU1, HMGB2, MKI67, UBE2C, DERL3 
##     TOP2A, JCHAIN, TXNDC5, RRM2, CENPF, FCER1A, ASPM, HIST1H3B, LMO4, ELANE 
##     HIST1H1B, TNFRSF17, SRGN, PRTN3, MS4A2, SEC11C, FOSB, IL5RA, RNASE2, IGKC 
## Negative:  LTB, CD52, F13A1, CD79A, LST1, CD24, NEAT1, KCNK12, CD37, CD79B 
##     CD9, KLF2, BTG2, MNDA, TNF, S100A4, IFI30, IGHD, NEIL1, NT5E 
##     TYROBP, ABCA9, MALAT1, AHNAK, HBA2, LILRB2, IFIT1B, DNTT, IFITM1, HBA1
ElbowPlot(seuR, 50) 

seuR<- FindNeighbors(seuR, dims = 1:30) %>% FindClusters() %>% RunUMAP(dims = 1:30)
## Computing nearest neighbor graph
## Computing SNN
## Modularity Optimizer version 1.3.0 by Ludo Waltman and Nees Jan van Eck
## 
## Number of nodes: 41742
## Number of edges: 1409152
## 
## Running Louvain algorithm...
## Maximum modularity in 10 random starts: 0.8846
## Number of communities: 27
## Elapsed time: 9 seconds
## Warning: The default method for RunUMAP has changed from calling Python UMAP via reticulate to the R-native UWOT using the cosine metric
## To use Python UMAP via reticulate, set umap.method to 'umap-learn' and metric to 'correlation'
## This message will be shown once per session
## 22:50:45 UMAP embedding parameters a = 0.9922 b = 1.112
## Found more than one class "dist" in cache; using the first, from namespace 'BiocGenerics'
## Also defined by 'spam'
## 22:50:45 Read 41742 rows and found 30 numeric columns
## 22:50:45 Using Annoy for neighbor search, n_neighbors = 30
## Found more than one class "dist" in cache; using the first, from namespace 'BiocGenerics'
## Also defined by 'spam'
## 22:50:45 Building Annoy index with metric = cosine, n_trees = 50
## 0%   10   20   30   40   50   60   70   80   90   100%
## [----|----|----|----|----|----|----|----|----|----|
## **************************************************|
## 22:50:48 Writing NN index file to temp file /var/folders/bs/c21jznv97xv0cqtbkz8qb6yw0000gr/T//Rtmp97zWay/file13ba7278abaa2
## 22:50:48 Searching Annoy index using 1 thread, search_k = 3000
## 22:50:57 Annoy recall = 100%
## 22:50:57 Commencing smooth kNN distance calibration using 1 thread with target n_neighbors = 30
## 22:50:58 Initializing from normalized Laplacian + noise (using RSpectra)
## 22:50:59 Commencing optimization for 200 epochs, with 1850594 positive edges
## 22:51:14 Optimization finished
DimPlot(seuR, group.by = "celltype", cols = as.character(pals::polychrome(20))[c(1,3:16,2)], alpha = 0.1)+ggtitle("scrubletR")

pycounts<-t(rbind(py_E_obs_norm, py_Esimnorm))
rownames(pycounts)<-rownames(seuP)[py$gene_filter]
colnames(pycounts)<-1:dim(pycounts)[2]
seuPy<-CreateSeuratObject(pycounts, meta.data = data.frame(celltype=c(as.character(seuP$celltype), rep("pseudodoublet", length(seuP$celltype)*2)), row.names = colnames(pycounts)))
seuPy <-NormalizeData(seuPy) %>% FindVariableFeatures(nfeatures = 1000) %>% ScaleData() %>% RunPCA(npcs = 50)
## Normalizing layer: counts
## Finding variable features for layer counts
## Centering and scaling data matrix
## PC_ 1 
## Positive:  FCN2, PGLYRP4, S100A12, SERPINA6, SLC35A4, S100A9, XRCC4, CCDC146, AC211433.1, AC079630.1 
##     XK, HAS1, AC020656.2, U62317.2, AHDC1, ATF7IP, PTTG1IP, SCN2B, AC005632.3, DTX4 
##     AL353147.1, CATIP-AS1, LILRB2, CLEC1A, UNC5A, CEBPB, RPS9, INAFM1, STAT6, AL009050.1 
## Negative:  AC004687.3, HFE, AL512380.2, AP000345.1, APEX2, AC003102.1, AL391069.2, GYPE, HBA2, HBB 
##     CCNDBP1, AC026471.2, HBM, HBZ, LMBR1L, AL499604.1, AC002558.2, AC093866.1, OR11L1, RUNDC3A 
##     AC011773.2, C6orf141, DUSP18, VPS11, HBA1, AC093890.2, SLC23A1, NKX6-3, BGLT3, HBG1 
## PC_ 2 
## Positive:  AC034238.2, PALD1, AL136018.1, AC115676.1, MMP25, AC132872.1, SFTPB, AL136984.1, AC092535.2, CDC34 
##     AC015849.1, CLDND2, LINC01891, MPZL2, AC022075.1, PAXX, GZMH, FAM167B, AC016074.1, TBKBP1 
##     FGFBP1, C1orf137, AL022314.1, CDC42EP5, AC022916.1, EFEMP2, CCL3, AC092821.3, AL035661.1, LINC02098 
## Negative:  AC004862.1, AC010271.1, FCN2, AC026471.2, HBZ, AC104561.3, HBB, PGLYRP4, GYPE, APEX2 
##     AC003102.1, AL391069.2, XRCC4, AC011773.2, AC020656.2, CCNDBP1, SLC35A4, AC002558.2, S100A12, SERPINA6 
##     HBA2, S100A9, HBM, CST9, AC093866.1, C6orf141, NKX6-3, HAS1, AC093890.2, AF111167.1 
## PC_ 3 
## Positive:  AP000769.6, PDXP, AL512380.2, AC011450.1, AC004687.3, TLR8, UBXN11, NRN1, S100A5, AC022217.3 
##     AC136475.2, AP003064.2, AL450992.3, FRMD8, AP000345.1, MED29, CST9, AC106719.1, SLC23A1, AF111167.1 
##     OR6N2, GH1, RPS19, AC020911.2, AL157402.1, OOSP2, ELANE, AL645929.2, TNF, AC012555.1 
## Negative:  AC026471.2, HBZ, AC104389.2, HBB, GYPE, APEX2, AL391069.2, AC003102.1, HBA2, AC011773.2 
##     CCNDBP1, AC002558.2, HBM, C6orf141, HBA1, NKX6-3, AC093866.1, AC093890.2, AC010271.1, JUNB 
##     HBG1, DUSP18, PLEKHG3, TMEM50A, BGLT3, LINC02682, OARD1, AL157902.1, FGF17, CADM3-AS1 
## PC_ 4 
## Positive:  POLD1, AC010618.2, ZNF518A, AC009570.2, MS4A5, IGHD, RPIA, AL451067.1, TCL1B, TRAPPC5 
##     NPIPB2, ZNF70, RPS19, DUSP22, FCRL2, SMARCB1, CLLU1, IGHG3, LINC00563, IGHGP 
##     GPR18, IL24, IGLJ1, TNF, AC108021.1, AC025887.1, AC018695.8, AP000942.2, LILRA5, AC040963.1 
## Negative:  AC004687.3, OOSP2, AL512380.2, PLPPR3, AF111167.1, S100A5, PDXP, AL035661.1, AC136475.2, AP000345.1 
##     PRTN3, ERCC1, AC092979.1, KIF1BP, ELANE, SFTPB, PALD1, CNTN4-AS1, LMBR1L, CST9 
##     UGT2B7, AC015849.1, EFEMP2, AC034238.2, MT3, MS4A4A, AL136018.1, AC022217.3, CLDND2, AC024451.4 
## PC_ 5 
## Positive:  TNF, UBXN11, RPS19, NRN1, LINC02532, LTB, MSH2, FRMD8, AC011450.1, GH1 
##     AC005845.1, IGHG3, PIK3R2, AC020911.2, LINC01136, OR6N2, ABCA9-AS1, AC068338.3, LILRB5, IL24 
##     AP003064.2, AL136181.1, S100A5, HBM, HCST, IFIT3, AC136475.2, HBA2, AL157402.1, APEX2 
## Negative:  AC012555.1, AC092979.1, OOSP2, ACKR1, LINC02801, LMBR1L, MS4A3, PLPPR3, AC097534.1, CNTN4-AS1 
##     AC080112.1, AL390236.1, DNTTIP1, AC116616.1, AC104794.2, BMP6, PTPN14, SLC27A2, F13B, FAM162B 
##     PRTN3, KIF1BP, HIST1H4B, ERCC1, MS4A4A, SMARCB1, HIST1H2AL, AL136985.3, AC009570.2, AZU1
ElbowPlot(seuPy, 50) 

seuPy<- FindNeighbors(seuPy, dims = 1:40) %>% FindClusters() %>% RunUMAP(dims = 1:40)
## Computing nearest neighbor graph
## Computing SNN
## Modularity Optimizer version 1.3.0 by Ludo Waltman and Nees Jan van Eck
## 
## Number of nodes: 41742
## Number of edges: 1477580
## 
## Running Louvain algorithm...
## Maximum modularity in 10 random starts: 0.8791
## Number of communities: 25
## Elapsed time: 9 seconds
## 22:51:49 UMAP embedding parameters a = 0.9922 b = 1.112
## Found more than one class "dist" in cache; using the first, from namespace 'BiocGenerics'
## Also defined by 'spam'
## 22:51:49 Read 41742 rows and found 40 numeric columns
## 22:51:49 Using Annoy for neighbor search, n_neighbors = 30
## Found more than one class "dist" in cache; using the first, from namespace 'BiocGenerics'
## Also defined by 'spam'
## 22:51:49 Building Annoy index with metric = cosine, n_trees = 50
## 0%   10   20   30   40   50   60   70   80   90   100%
## [----|----|----|----|----|----|----|----|----|----|
## **************************************************|
## 22:51:51 Writing NN index file to temp file /var/folders/bs/c21jznv97xv0cqtbkz8qb6yw0000gr/T//Rtmp97zWay/file13ba74e2f5f6
## 22:51:51 Searching Annoy index using 1 thread, search_k = 3000
## 22:52:00 Annoy recall = 100%
## 22:52:00 Commencing smooth kNN distance calibration using 1 thread with target n_neighbors = 30
## 22:52:01 Initializing from normalized Laplacian + noise (using RSpectra)
## 22:52:02 Commencing optimization for 200 epochs, with 1882600 positive edges
## 22:52:17 Optimization finished
DimPlot(seuPy, group.by = "celltype", cols = as.character(pals::polychrome(20))[c(1,3:16,2)], alpha = 0.1)+ggtitle("Scrublet (python)")

Z-scoring

The default scrublet pathway then performs a z-scaling procedure across the data

scrub_preZ._E_obs_norm.shape
## (13914, 2477)
gene_means = scrub._E_obs_norm.mean(0)
gene_stdevs = np.sqrt(scr.sparse_var(scrub._E_obs_norm))

py_zscored = scr.sparse_multiply((scrub._E_obs_norm - gene_means).T, 1/gene_stdevs).T

step by step

####Step 1 calculate gene mean and stdev - look pretty similar

gene_mean = as.numeric(colMeans(scr$E_obs_norm)) #######changed to column - IS CORRECT
gene_stdev = as.numeric(sqrt(scrubletR:::sparse_var(scr$E_obs_norm, axis = 2)))
# print_py(gene_mean)
# print_py(gene_stdev)
# print_py(py$gene_means[1,])
# print_py(py$gene_stdevs)

ggplot(data.frame(mean=log(c(gene_mean, py$gene_means[1,])), stdev=log(c(gene_stdev, py$gene_stdevs)), impl=c(rep("R", length(gene_mean)), rep("Py", length(py$gene_means)))), aes(x=mean, fill=impl))+geom_density()

ggplot(data.frame(mean=log(c(gene_mean, py$gene_means[1,])), stdev=log(c(gene_stdev, py$gene_stdevs)), impl=c(rep("R", length(gene_mean)), rep("Py", length(py$gene_means)))), aes(x=stdev, fill=impl))+geom_density()

#(same as py)

####Step 2 subtract gene means

preZ_Eobs_norm = scrub_preZ._E_obs_norm
step2 = preZ_Eobs_norm - preZ_Eobs_norm.mean(0) # this step is easy in python

Here’s what you get in R with similarly structured code

step2 = scr$E_obs_norm - colMeans(scr$E_obs_norm) # this doesn't work as intended in R
colnames(step2)<-NULL

step2[1:10,1:10]
## 10 x 10 Matrix of class "dgeMatrix"
##              [,1]         [,2]        [,3]          [,4]         [,5]
##  [1,]  -1.0294501   -1.2815507  -6.4029111    -3.3582206   -2.5414889
##  [2,]  -0.1149148   -2.7254183 -47.6427631    98.4509273 -202.0442150
##  [3,]  -0.5069102  -26.1563220  -7.0442071    -4.8296559 -158.6784346
##  [4,] -47.4869206   -4.9858189  -0.4297543   -57.3229486   -0.5091509
##  [5,]  -2.7516240 -483.2102680 -76.2160384    -7.5710177   -3.4020053
##  [6,]  -2.8772205   -6.8049528 -12.9709248    -0.4681139   -0.4705826
##  [7,] -28.4278954 -292.2953822  -0.4011992 -2117.7123348   -0.5806434
##  [8,]  -0.4037443   -2.1122108  -0.3693642   -19.3384333   -0.5864083
##  [9,]  -1.5197192   -0.5371283  -0.5010018   -27.5754728   -1.9881826
## [10,]  -0.7596383   -1.8024743 -34.4138321    -0.3174581  -45.4030655
##                [,6]         [,7]         [,8]         [,9]        [,10]
##  [1,]   -0.66006144   -3.7521545   -3.5579435 -168.4110083  -12.7967736
##  [2,]   -0.51114543  -15.4614631  -68.8341475 -161.6263527   -2.8791465
##  [3,]   -1.48972359 -430.6828817   -9.0642243   -8.6457439 -171.5477283
##  [4,]   -0.52020704   -0.5181809 -335.3768468  -32.3952104   -1.3697266
##  [5,]   -0.17273834   -0.6467012   -4.0768245  -99.6551555  -19.9285008
##  [6,] -125.70835424   -2.4425953 -259.9421287   -9.7549442   -0.3627671
##  [7,]   -0.09408157  -10.9057669  -15.1845578   -0.7617508 -156.7997910
##  [8,]   -8.04110572  -41.6719108   -0.5136189  -17.0759625   -0.2073675
##  [9,]   -0.95256054  417.9444652  -39.4990708   -0.4441260   -1.8115952
## [10,] -206.12649988  128.0461667   -9.9702641 -224.8581777   -5.8393548
py$step2[1:10,1:10]
##           [,1]       [,2]       [,3]      [,4]      [,5]     [,6]     [,7]
##  [1,] -1.02945 -0.1149148 -0.5069102 -47.48692 -2.751624 -2.87722 -28.4279
##  [2,] -1.02945 -0.1149148 -0.5069102  52.62320 -2.751624 -2.87722 -28.4279
##  [3,] -1.02945 -0.1149148 -0.5069102 -47.48692 -2.751624 -2.87722 -28.4279
##  [4,] -1.02945 -0.1149148 -0.5069102 -47.48692 -2.751624 -2.87722 -28.4279
##  [5,] -1.02945 -0.1149148 -0.5069102 -47.48692 -2.751624 -2.87722 -28.4279
##  [6,] -1.02945 -0.1149148 -0.5069102 -47.48692 -2.751624 -2.87722 -28.4279
##  [7,] -1.02945 -0.1149148 -0.5069102 -47.48692 -2.751624 -2.87722 -28.4279
##  [8,] -1.02945 -0.1149148 -0.5069102 -47.48692 -2.751624 -2.87722 -28.4279
##  [9,] -1.02945 -0.1149148 -0.5069102 -47.48692 -2.751624 -2.87722 389.8072
## [10,] -1.02945 -0.1149148 -0.5069102 -47.48692 -2.751624 -2.87722 115.0030
##             [,8]      [,9]      [,10]
##  [1,] -0.4037443 -1.519719 -0.7596383
##  [2,] -0.4037443 -1.519719 -0.7596383
##  [3,] -0.4037443 -1.519719 -0.7596383
##  [4,] -0.4037443 -1.519719 -0.7596383
##  [5,] -0.4037443 -1.519719 -0.7596383
##  [6,] -0.4037443 -1.519719 -0.7596383
##  [7,] -0.4037443 -1.519719 -0.7596383
##  [8,] -0.4037443 -1.519719 -0.7596383
##  [9,] -0.4037443 -1.519719 -0.7596383
## [10,] -0.4037443 -1.519719 -0.7596383

turns out R has some peculiarities and for subtracting a vector element-wise from the column values of matrix we must first create a matrix duplicating the desired subtracted values down all the rows. Simply subtracting the vector (in this case of gene means from each column (gene) of the matrix cannot be done using simply matrix - vector) In python, the subtraction using numpy is much easier…

sm<-matrix(rep(colMeans(scr$E_obs_norm), each = dim(scr$E_obs_norm)[1]), nrow=dim(scr$E_obs_norm)[1])

step2 = scr$E_obs_norm - sm
colnames(step2)<-NULL

step2[1:10,1:10]
## 10 x 10 Matrix of class "dgeMatrix"
##           [,1]       [,2]       [,3]      [,4]      [,5]     [,6]     [,7]
##  [1,] -1.02945 -0.1149148 -0.5069102 -47.48692 -2.751624 -2.87722 -28.4279
##  [2,] -1.02945 -0.1149148 -0.5069102  52.62320 -2.751624 -2.87722 -28.4279
##  [3,] -1.02945 -0.1149148 -0.5069102 -47.48692 -2.751624 -2.87722 -28.4279
##  [4,] -1.02945 -0.1149148 -0.5069102 -47.48692 -2.751624 -2.87722 -28.4279
##  [5,] -1.02945 -0.1149148 -0.5069102 -47.48692 -2.751624 -2.87722 -28.4279
##  [6,] -1.02945 -0.1149148 -0.5069102 -47.48692 -2.751624 -2.87722 -28.4279
##  [7,] -1.02945 -0.1149148 -0.5069102 -47.48692 -2.751624 -2.87722 -28.4279
##  [8,] -1.02945 -0.1149148 -0.5069102 -47.48692 -2.751624 -2.87722 -28.4279
##  [9,] -1.02945 -0.1149148 -0.5069102 -47.48692 -2.751624 -2.87722 389.8072
## [10,] -1.02945 -0.1149148 -0.5069102 -47.48692 -2.751624 -2.87722 115.0030
##             [,8]      [,9]      [,10]
##  [1,] -0.4037443 -1.519719 -0.7596383
##  [2,] -0.4037443 -1.519719 -0.7596383
##  [3,] -0.4037443 -1.519719 -0.7596383
##  [4,] -0.4037443 -1.519719 -0.7596383
##  [5,] -0.4037443 -1.519719 -0.7596383
##  [6,] -0.4037443 -1.519719 -0.7596383
##  [7,] -0.4037443 -1.519719 -0.7596383
##  [8,] -0.4037443 -1.519719 -0.7596383
##  [9,] -0.4037443 -1.519719 -0.7596383
## [10,] -0.4037443 -1.519719 -0.7596383
py$step2[1:10,1:10]
##           [,1]       [,2]       [,3]      [,4]      [,5]     [,6]     [,7]
##  [1,] -1.02945 -0.1149148 -0.5069102 -47.48692 -2.751624 -2.87722 -28.4279
##  [2,] -1.02945 -0.1149148 -0.5069102  52.62320 -2.751624 -2.87722 -28.4279
##  [3,] -1.02945 -0.1149148 -0.5069102 -47.48692 -2.751624 -2.87722 -28.4279
##  [4,] -1.02945 -0.1149148 -0.5069102 -47.48692 -2.751624 -2.87722 -28.4279
##  [5,] -1.02945 -0.1149148 -0.5069102 -47.48692 -2.751624 -2.87722 -28.4279
##  [6,] -1.02945 -0.1149148 -0.5069102 -47.48692 -2.751624 -2.87722 -28.4279
##  [7,] -1.02945 -0.1149148 -0.5069102 -47.48692 -2.751624 -2.87722 -28.4279
##  [8,] -1.02945 -0.1149148 -0.5069102 -47.48692 -2.751624 -2.87722 -28.4279
##  [9,] -1.02945 -0.1149148 -0.5069102 -47.48692 -2.751624 -2.87722 389.8072
## [10,] -1.02945 -0.1149148 -0.5069102 -47.48692 -2.751624 -2.87722 115.0030
##             [,8]      [,9]      [,10]
##  [1,] -0.4037443 -1.519719 -0.7596383
##  [2,] -0.4037443 -1.519719 -0.7596383
##  [3,] -0.4037443 -1.519719 -0.7596383
##  [4,] -0.4037443 -1.519719 -0.7596383
##  [5,] -0.4037443 -1.519719 -0.7596383
##  [6,] -0.4037443 -1.519719 -0.7596383
##  [7,] -0.4037443 -1.519719 -0.7596383
##  [8,] -0.4037443 -1.519719 -0.7596383
##  [9,] -0.4037443 -1.519719 -0.7596383
## [10,] -0.4037443 -1.519719 -0.7596383

Step 3 complete zscoring

Looks good

step3 = scr.sparse_multiply((step2).T, 1/gene_stdevs).T

scr.pipeline_zscore(scrub)
step3<-t(scrubletR:::sparse_multiply(t(step2), 1 / gene_stdev))

step3[1:10,1:10]
## 10 x 10 Matrix of class "dgeMatrix"
##             [,1]        [,2]        [,3]       [,4]        [,5]        [,6]
##  [1,] -0.0501001 -0.01529958 -0.03374151 -0.3482865 -0.07549728 -0.07793504
##  [2,] -0.0501001 -0.01529958 -0.03374151  0.3859579 -0.07549728 -0.07793504
##  [3,] -0.0501001 -0.01529958 -0.03374151 -0.3482865 -0.07549728 -0.07793504
##  [4,] -0.0501001 -0.01529958 -0.03374151 -0.3482865 -0.07549728 -0.07793504
##  [5,] -0.0501001 -0.01529958 -0.03374151 -0.3482865 -0.07549728 -0.07793504
##  [6,] -0.0501001 -0.01529958 -0.03374151 -0.3482865 -0.07549728 -0.07793504
##  [7,] -0.0501001 -0.01529958 -0.03374151 -0.3482865 -0.07549728 -0.07793504
##  [8,] -0.0501001 -0.01529958 -0.03374151 -0.3482865 -0.07549728 -0.07793504
##  [9,] -0.0501001 -0.01529958 -0.03374151 -0.3482865 -0.07549728 -0.07793504
## [10,] -0.0501001 -0.01529958 -0.03374151 -0.3482865 -0.07549728 -0.07793504
##             [,7]        [,8]        [,9]       [,10]
##  [1,] -0.2614774 -0.03381616 -0.07002316 -0.04718872
##  [2,] -0.2614774 -0.03381616 -0.07002316 -0.04718872
##  [3,] -0.2614774 -0.03381616 -0.07002316 -0.04718872
##  [4,] -0.2614774 -0.03381616 -0.07002316 -0.04718872
##  [5,] -0.2614774 -0.03381616 -0.07002316 -0.04718872
##  [6,] -0.2614774 -0.03381616 -0.07002316 -0.04718872
##  [7,] -0.2614774 -0.03381616 -0.07002316 -0.04718872
##  [8,] -0.2614774 -0.03381616 -0.07002316 -0.04718872
##  [9,]  3.5854137 -0.03381616 -0.07002316 -0.04718872
## [10,]  1.0577878 -0.03381616 -0.07002316 -0.04718872
py$step3[1:10,1:10]
##             [,1]        [,2]        [,3]       [,4]        [,5]        [,6]
##  [1,] -0.0501001 -0.01529958 -0.03374151 -0.3482865 -0.07549728 -0.07793504
##  [2,] -0.0501001 -0.01529958 -0.03374151  0.3859579 -0.07549728 -0.07793504
##  [3,] -0.0501001 -0.01529958 -0.03374151 -0.3482865 -0.07549728 -0.07793504
##  [4,] -0.0501001 -0.01529958 -0.03374151 -0.3482865 -0.07549728 -0.07793504
##  [5,] -0.0501001 -0.01529958 -0.03374151 -0.3482865 -0.07549728 -0.07793504
##  [6,] -0.0501001 -0.01529958 -0.03374151 -0.3482865 -0.07549728 -0.07793504
##  [7,] -0.0501001 -0.01529958 -0.03374151 -0.3482865 -0.07549728 -0.07793504
##  [8,] -0.0501001 -0.01529958 -0.03374151 -0.3482865 -0.07549728 -0.07793504
##  [9,] -0.0501001 -0.01529958 -0.03374151 -0.3482865 -0.07549728 -0.07793504
## [10,] -0.0501001 -0.01529958 -0.03374151 -0.3482865 -0.07549728 -0.07793504
##             [,7]        [,8]        [,9]       [,10]
##  [1,] -0.2614774 -0.03381616 -0.07002316 -0.04718872
##  [2,] -0.2614774 -0.03381616 -0.07002316 -0.04718872
##  [3,] -0.2614774 -0.03381616 -0.07002316 -0.04718872
##  [4,] -0.2614774 -0.03381616 -0.07002316 -0.04718872
##  [5,] -0.2614774 -0.03381616 -0.07002316 -0.04718872
##  [6,] -0.2614774 -0.03381616 -0.07002316 -0.04718872
##  [7,] -0.2614774 -0.03381616 -0.07002316 -0.04718872
##  [8,] -0.2614774 -0.03381616 -0.07002316 -0.04718872
##  [9,]  3.5854137 -0.03381616 -0.07002316 -0.04718872
## [10,]  1.0577878 -0.03381616 -0.07002316 -0.04718872
scr$pipeline_zscore()

Step 4 PCA

import scipy
from sklearn.decomposition import PCA
X_obs = scrub._E_obs_norm
X_sim = scrub._E_sim_norm

pca = PCA(n_components=n_prin_comps, random_state=random_state, svd_solver=svd_solver).fit(X_obs)
scrub.set_manifold(pca.transform(X_obs), pca.transform(X_sim)) 

pto = pca.transform(X_obs)
pts = pca.transform(X_sim)
X_obs <- as.matrix(scr$E_obs_norm)
X_sim <- as.matrix(scr$E_sim_norm)
pca <- prcomp_irlba(X_obs, n = n_prin_comps, center = TRUE, scale. = FALSE)


scr$set_manifold(predict(pca, X_obs)[, 1:n_prin_comps], predict(pca, X_sim)[, 1:n_prin_comps])

# abs(predict(pca, X_obs)[, 1:n_prin_comps][1:10,1:10])
# abs(py$pto[1:10,1:10])

ix<-sample(1:nrow(X_obs), 2000)


ggplot(data.frame(py = abs(py$pto[ix,1]), R = abs(predict(pca, X_obs)[ix,1])), aes(x=R, y=py))+geom_point()+theme_bw()+ggtitle("Correlation of R and Python PC values")

# d$impl<-c(rep("Py", length(ix)), rep("R", length(ix)))
# d<-reshape::melt(d)
# ggplot(d, aes(x=impl, y))
scr$pipeline_pca()
scr$calculate_doublet_scores()
scr$call_doublets()
## Warning: failed to automatically identify doublet score threshold. Run `call_doublets` with a user-specified threshold.
## Detected doublet rate =0%
## Estimated detectable doublet fraction =0%
## Overall doublet rate:
##  Expected   =10%
##  Estimated  =NaN%
scr$doublet_scores_obs_
##     [1] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##     [7] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##    [13] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##    [19] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##    [25] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##    [31] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##    [37] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##    [43] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##    [49] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##    [55] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##    [61] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##    [67] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##    [73] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##    [79] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##    [85] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##    [91] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##    [97] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##   [103] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##   [109] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##   [115] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##   [121] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##   [127] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##   [133] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##   [139] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##   [145] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##   [151] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##   [157] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##   [163] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##   [169] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##   [175] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##   [181] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##   [187] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##   [193] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##   [199] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##   [205] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##   [211] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##   [217] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##   [223] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##   [229] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##   [235] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##   [241] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##   [247] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##   [253] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##   [259] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##   [265] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##   [271] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##   [277] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##   [283] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##   [289] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##   [295] 0.509356879 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##   [301] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##   [307] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##   [313] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##   [319] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##   [325] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##   [331] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##   [337] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##   [343] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##   [349] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##   [355] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##   [361] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##   [367] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##   [373] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##   [379] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##   [385] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##   [391] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##   [397] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##   [403] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##   [409] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##   [415] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##   [421] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##   [427] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##   [433] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##   [439] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##   [445] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##   [451] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##   [457] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##   [463] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##   [469] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##   [475] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##   [481] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##   [487] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##   [493] 0.008696728 0.008696728 0.008696728 0.035345222 0.008696728 0.008696728
##   [499] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##   [505] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##   [511] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##   [517] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##   [523] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##   [529] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##   [535] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##   [541] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##   [547] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##   [553] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##   [559] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##   [565] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##   [571] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##   [577] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##   [583] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##   [589] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##   [595] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##   [601] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##   [607] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##   [613] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##   [619] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##   [625] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##   [631] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##   [637] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##   [643] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##   [649] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##   [655] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##   [661] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##   [667] 0.008696728 0.008696728 0.008696728 0.008696728 0.017485523 0.008696728
##   [673] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##   [679] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##   [685] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##   [691] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##   [697] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##   [703] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##   [709] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##   [715] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##   [721] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##   [727] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##   [733] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##   [739] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##   [745] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##   [751] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##   [757] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##   [763] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##   [769] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##   [775] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##   [781] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##   [787] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##   [793] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##   [799] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##   [805] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##   [811] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##   [817] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##   [823] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##   [829] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##   [835] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##   [841] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##   [847] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##   [853] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##   [859] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##   [865] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.320172626
##   [871] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##   [877] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##   [883] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##   [889] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##   [895] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##   [901] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##   [907] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##   [913] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##   [919] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##   [925] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##   [931] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##   [937] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##   [943] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##   [949] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##   [955] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##   [961] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##   [967] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##   [973] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##   [979] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##   [985] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##   [991] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##   [997] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [1003] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [1009] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [1015] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [1021] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [1027] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [1033] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [1039] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [1045] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [1051] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [1057] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [1063] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [1069] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [1075] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [1081] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [1087] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [1093] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [1099] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [1105] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [1111] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [1117] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [1123] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [1129] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [1135] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [1141] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [1147] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [1153] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [1159] 0.008696728 0.008696728 0.008696728 0.283863183 0.008696728 0.008696728
##  [1165] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [1171] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [1177] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [1183] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [1189] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [1195] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [1201] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [1207] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [1213] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [1219] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [1225] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [1231] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [1237] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [1243] 0.008696728 0.100980951 0.008696728 0.008696728 0.008696728 0.008696728
##  [1249] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [1255] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [1261] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [1267] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [1273] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [1279] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [1285] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [1291] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [1297] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [1303] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [1309] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [1315] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [1321] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [1327] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [1333] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [1339] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [1345] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [1351] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [1357] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.193269327
##  [1363] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [1369] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [1375] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [1381] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [1387] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [1393] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [1399] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [1405] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [1411] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [1417] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [1423] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [1429] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [1435] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [1441] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [1447] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [1453] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [1459] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [1465] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [1471] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [1477] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [1483] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [1489] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [1495] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [1501] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [1507] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [1513] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [1519] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [1525] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [1531] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [1537] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [1543] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [1549] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [1555] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [1561] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [1567] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [1573] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [1579] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [1585] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [1591] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [1597] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [1603] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [1609] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [1615] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [1621] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [1627] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [1633] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [1639] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [1645] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [1651] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [1657] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [1663] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [1669] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [1675] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [1681] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [1687] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [1693] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [1699] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [1705] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [1711] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [1717] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [1723] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [1729] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [1735] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [1741] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [1747] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [1753] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [1759] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [1765] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [1771] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [1777] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [1783] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [1789] 0.437761921 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [1795] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [1801] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [1807] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [1813] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [1819] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [1825] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [1831] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [1837] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [1843] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [1849] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [1855] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [1861] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [1867] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [1873] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [1879] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [1885] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [1891] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [1897] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [1903] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [1909] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [1915] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [1921] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [1927] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [1933] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [1939] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [1945] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [1951] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [1957] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [1963] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [1969] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [1975] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [1981] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [1987] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [1993] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [1999] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [2005] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [2011] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [2017] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [2023] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [2029] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [2035] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [2041] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [2047] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [2053] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [2059] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [2065] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [2071] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [2077] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [2083] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [2089] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [2095] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [2101] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [2107] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [2113] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [2119] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [2125] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [2131] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [2137] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [2143] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [2149] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [2155] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [2161] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [2167] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [2173] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [2179] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [2185] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [2191] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [2197] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [2203] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [2209] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [2215] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [2221] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [2227] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [2233] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [2239] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [2245] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [2251] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [2257] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [2263] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [2269] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [2275] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [2281] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [2287] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [2293] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [2299] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [2305] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [2311] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [2317] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [2323] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [2329] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [2335] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [2341] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [2347] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [2353] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [2359] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [2365] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [2371] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [2377] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [2383] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [2389] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [2395] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [2401] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [2407] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [2413] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [2419] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [2425] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [2431] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [2437] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [2443] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [2449] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [2455] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [2461] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [2467] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [2473] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [2479] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [2485] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [2491] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [2497] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [2503] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [2509] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [2515] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [2521] 0.008696728 0.008696728 0.008696728 0.008696728 0.651404494 0.008696728
##  [2527] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [2533] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [2539] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [2545] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [2551] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [2557] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [2563] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [2569] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [2575] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [2581] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [2587] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [2593] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [2599] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [2605] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [2611] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [2617] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [2623] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [2629] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [2635] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [2641] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [2647] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [2653] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [2659] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [2665] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [2671] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [2677] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [2683] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [2689] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [2695] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [2701] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [2707] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [2713] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [2719] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [2725] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [2731] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [2737] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [2743] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [2749] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [2755] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [2761] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [2767] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [2773] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [2779] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [2785] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [2791] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [2797] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [2803] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [2809] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [2815] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [2821] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [2827] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [2833] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [2839] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [2845] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [2851] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [2857] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [2863] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [2869] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [2875] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [2881] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [2887] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [2893] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [2899] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [2905] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [2911] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [2917] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [2923] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [2929] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [2935] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [2941] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [2947] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [2953] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [2959] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [2965] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [2971] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [2977] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [2983] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [2989] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [2995] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [3001] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [3007] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [3013] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [3019] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [3025] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [3031] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [3037] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [3043] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [3049] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [3055] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [3061] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [3067] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [3073] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [3079] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [3085] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [3091] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [3097] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [3103] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [3109] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [3115] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [3121] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [3127] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [3133] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [3139] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [3145] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [3151] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [3157] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [3163] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [3169] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [3175] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [3181] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [3187] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [3193] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [3199] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [3205] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [3211] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [3217] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [3223] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [3229] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [3235] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [3241] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [3247] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [3253] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [3259] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [3265] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [3271] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [3277] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [3283] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [3289] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [3295] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [3301] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [3307] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [3313] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [3319] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [3325] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [3331] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [3337] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [3343] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [3349] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [3355] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [3361] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [3367] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [3373] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [3379] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [3385] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [3391] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [3397] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [3403] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [3409] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [3415] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [3421] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [3427] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [3433] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [3439] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [3445] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [3451] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [3457] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [3463] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [3469] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [3475] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [3481] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [3487] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [3493] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [3499] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [3505] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [3511] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [3517] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [3523] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [3529] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [3535] 0.008696728 0.008696728 0.081712474 0.008696728 0.008696728 0.008696728
##  [3541] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [3547] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [3553] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [3559] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [3565] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [3571] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [3577] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [3583] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [3589] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [3595] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [3601] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [3607] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [3613] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [3619] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [3625] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [3631] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [3637] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [3643] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [3649] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [3655] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [3661] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [3667] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [3673] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [3679] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [3685] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [3691] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [3697] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [3703] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [3709] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [3715] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [3721] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [3727] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [3733] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [3739] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [3745] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [3751] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [3757] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [3763] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [3769] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [3775] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [3781] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [3787] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [3793] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [3799] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [3805] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [3811] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [3817] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [3823] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [3829] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [3835] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [3841] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [3847] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [3853] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [3859] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [3865] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [3871] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [3877] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [3883] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [3889] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [3895] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [3901] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [3907] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [3913] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [3919] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [3925] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [3931] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [3937] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [3943] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [3949] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [3955] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [3961] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [3967] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [3973] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [3979] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [3985] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [3991] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [3997] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [4003] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [4009] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [4015] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [4021] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [4027] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [4033] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [4039] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [4045] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [4051] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [4057] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [4063] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [4069] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [4075] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [4081] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [4087] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [4093] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [4099] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [4105] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [4111] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [4117] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [4123] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [4129] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [4135] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [4141] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [4147] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [4153] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [4159] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [4165] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [4171] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [4177] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [4183] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [4189] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [4195] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [4201] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [4207] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [4213] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [4219] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [4225] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [4231] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [4237] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [4243] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [4249] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [4255] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [4261] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [4267] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [4273] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [4279] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [4285] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [4291] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [4297] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [4303] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [4309] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [4315] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [4321] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [4327] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [4333] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [4339] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [4345] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [4351] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [4357] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [4363] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [4369] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [4375] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [4381] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [4387] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [4393] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [4399] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [4405] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [4411] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [4417] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [4423] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [4429] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [4435] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [4441] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [4447] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [4453] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [4459] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [4465] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [4471] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [4477] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [4483] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [4489] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [4495] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [4501] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [4507] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [4513] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [4519] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [4525] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [4531] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [4537] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [4543] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [4549] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [4555] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [4561] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [4567] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [4573] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [4579] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [4585] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [4591] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [4597] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [4603] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [4609] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [4615] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [4621] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [4627] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [4633] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [4639] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [4645] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [4651] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [4657] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [4663] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [4669] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [4675] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [4681] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [4687] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [4693] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [4699] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [4705] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [4711] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [4717] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [4723] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [4729] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [4735] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [4741] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [4747] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [4753] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [4759] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [4765] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [4771] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [4777] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [4783] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [4789] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [4795] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [4801] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [4807] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [4813] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [4819] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [4825] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [4831] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [4837] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [4843] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [4849] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [4855] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [4861] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [4867] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [4873] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [4879] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [4885] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [4891] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [4897] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [4903] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [4909] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [4915] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [4921] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [4927] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [4933] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [4939] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [4945] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [4951] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [4957] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [4963] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [4969] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [4975] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [4981] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [4987] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [4993] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [4999] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [5005] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [5011] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [5017] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [5023] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [5029] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [5035] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [5041] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [5047] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [5053] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [5059] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [5065] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [5071] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [5077] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [5083] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [5089] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [5095] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [5101] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [5107] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [5113] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [5119] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [5125] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [5131] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [5137] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [5143] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [5149] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [5155] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [5161] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [5167] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [5173] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [5179] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [5185] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [5191] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [5197] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [5203] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [5209] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [5215] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [5221] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [5227] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [5233] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [5239] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [5245] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [5251] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [5257] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [5263] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [5269] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [5275] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [5281] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [5287] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [5293] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [5299] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [5305] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [5311] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [5317] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [5323] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [5329] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [5335] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [5341] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [5347] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [5353] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [5359] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [5365] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [5371] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [5377] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [5383] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [5389] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [5395] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [5401] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [5407] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [5413] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [5419] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [5425] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [5431] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [5437] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [5443] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [5449] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [5455] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [5461] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [5467] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [5473] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [5479] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [5485] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [5491] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [5497] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [5503] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [5509] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [5515] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [5521] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [5527] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [5533] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [5539] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [5545] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [5551] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [5557] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [5563] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [5569] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [5575] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [5581] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [5587] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [5593] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [5599] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [5605] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [5611] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [5617] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [5623] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [5629] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [5635] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [5641] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [5647] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [5653] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [5659] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [5665] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [5671] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [5677] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [5683] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [5689] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [5695] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [5701] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [5707] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [5713] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [5719] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [5725] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [5731] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [5737] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [5743] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [5749] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [5755] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [5761] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [5767] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [5773] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [5779] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [5785] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [5791] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [5797] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [5803] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [5809] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [5815] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [5821] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [5827] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [5833] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [5839] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [5845] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [5851] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [5857] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [5863] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [5869] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [5875] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [5881] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [5887] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [5893] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [5899] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [5905] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [5911] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [5917] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [5923] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [5929] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [5935] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [5941] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [5947] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [5953] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [5959] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [5965] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [5971] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [5977] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [5983] 0.008696728 0.008696728 0.026367854 0.008696728 0.008696728 0.008696728
##  [5989] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [5995] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [6001] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [6007] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [6013] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [6019] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [6025] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [6031] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [6037] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [6043] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [6049] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [6055] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [6061] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [6067] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [6073] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [6079] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [6085] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [6091] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [6097] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [6103] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [6109] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [6115] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [6121] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [6127] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [6133] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [6139] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [6145] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [6151] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [6157] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [6163] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [6169] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [6175] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [6181] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [6187] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [6193] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [6199] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [6205] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [6211] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [6217] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [6223] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [6229] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [6235] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [6241] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [6247] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [6253] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [6259] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [6265] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [6271] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [6277] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [6283] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [6289] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [6295] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [6301] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [6307] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [6313] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [6319] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [6325] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [6331] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [6337] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [6343] 0.053591237 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [6349] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [6355] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [6361] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [6367] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [6373] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [6379] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [6385] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [6391] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [6397] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [6403] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [6409] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [6415] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [6421] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [6427] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [6433] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [6439] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [6445] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [6451] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [6457] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [6463] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [6469] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [6475] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [6481] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [6487] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [6493] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [6499] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [6505] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [6511] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [6517] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [6523] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [6529] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [6535] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [6541] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [6547] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [6553] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [6559] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [6565] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [6571] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [6577] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [6583] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [6589] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [6595] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [6601] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [6607] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [6613] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [6619] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [6625] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [6631] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [6637] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [6643] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [6649] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [6655] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [6661] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [6667] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [6673] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [6679] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [6685] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [6691] 0.008696728 0.008696728 0.008696728 0.130700483 0.008696728 0.008696728
##  [6697] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [6703] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [6709] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [6715] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [6721] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [6727] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [6733] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [6739] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [6745] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [6751] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [6757] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [6763] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [6769] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [6775] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [6781] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [6787] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [6793] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [6799] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [6805] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [6811] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [6817] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [6823] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [6829] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [6835] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [6841] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [6847] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.062863051
##  [6853] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [6859] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [6865] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [6871] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [6877] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [6883] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [6889] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [6895] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [6901] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [6907] 0.008696728 0.008696728 0.008696728 0.332580402 0.008696728 0.008696728
##  [6913] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [6919] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [6925] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [6931] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [6937] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [6943] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [6949] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [6955] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [6961] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [6967] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [6973] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [6979] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [6985] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [6991] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [6997] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [7003] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [7009] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [7015] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [7021] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [7027] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [7033] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [7039] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [7045] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [7051] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [7057] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [7063] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [7069] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [7075] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [7081] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [7087] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [7093] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [7099] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [7105] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [7111] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [7117] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [7123] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [7129] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [7135] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [7141] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [7147] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [7153] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [7159] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [7165] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [7171] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [7177] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [7183] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [7189] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [7195] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [7201] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [7207] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [7213] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [7219] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [7225] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [7231] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [7237] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [7243] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [7249] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [7255] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [7261] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [7267] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [7273] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [7279] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [7285] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [7291] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [7297] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [7303] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [7309] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [7315] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [7321] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [7327] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [7333] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [7339] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [7345] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [7351] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [7357] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [7363] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [7369] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [7375] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [7381] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [7387] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [7393] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [7399] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.193269327
##  [7405] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [7411] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [7417] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [7423] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [7429] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [7435] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [7441] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [7447] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [7453] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [7459] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [7465] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [7471] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [7477] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [7483] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [7489] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [7495] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [7501] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [7507] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [7513] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [7519] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [7525] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.081712474
##  [7531] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [7537] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [7543] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [7549] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [7555] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [7561] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [7567] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [7573] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [7579] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [7585] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [7591] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [7597] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [7603] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [7609] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [7615] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [7621] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [7627] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [7633] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [7639] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [7645] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [7651] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [7657] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [7663] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [7669] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [7675] 0.008696728 0.008696728 0.008696728 0.008696728 0.017485523 0.008696728
##  [7681] 0.008696728 0.008696728 0.072236240 0.008696728 0.008696728 0.008696728
##  [7687] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [7693] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [7699] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [7705] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [7711] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [7717] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [7723] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [7729] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [7735] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [7741] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [7747] 0.008696728 0.008696728 0.008696728 0.248866739 0.008696728 0.008696728
##  [7753] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [7759] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [7765] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [7771] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [7777] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [7783] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [7789] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [7795] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [7801] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [7807] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [7813] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [7819] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [7825] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [7831] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [7837] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [7843] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [7849] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [7855] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [7861] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [7867] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [7873] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [7879] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [7885] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [7891] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [7897] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [7903] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [7909] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [7915] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [7921] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [7927] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [7933] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [7939] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [7945] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [7951] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [7957] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [7963] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [7969] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [7975] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [7981] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [7987] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [7993] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [7999] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [8005] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [8011] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [8017] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [8023] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [8029] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [8035] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [8041] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [8047] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [8053] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [8059] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [8065] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [8071] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [8077] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [8083] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [8089] 0.008696728 0.008696728 0.008696728 0.008696728 0.437761921 0.008696728
##  [8095] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [8101] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [8107] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [8113] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [8119] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [8125] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [8131] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [8137] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [8143] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [8149] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [8155] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [8161] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [8167] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [8173] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [8179] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [8185] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [8191] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [8197] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [8203] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [8209] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [8215] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [8221] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [8227] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [8233] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [8239] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [8245] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [8251] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [8257] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [8263] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [8269] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [8275] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [8281] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [8287] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [8293] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [8299] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [8305] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [8311] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [8317] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [8323] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [8329] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [8335] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [8341] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [8347] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [8353] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [8359] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [8365] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [8371] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [8377] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [8383] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [8389] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [8395] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [8401] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [8407] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [8413] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [8419] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [8425] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [8431] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [8437] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [8443] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [8449] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [8455] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [8461] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [8467] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [8473] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [8479] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [8485] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [8491] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [8497] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [8503] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [8509] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [8515] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [8521] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [8527] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [8533] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [8539] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [8545] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [8551] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [8557] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [8563] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [8569] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [8575] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [8581] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [8587] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [8593] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [8599] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [8605] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [8611] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [8617] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [8623] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [8629] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [8635] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [8641] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [8647] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [8653] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [8659] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [8665] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [8671] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [8677] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [8683] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [8689] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [8695] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [8701] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [8707] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [8713] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [8719] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [8725] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [8731] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [8737] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [8743] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [8749] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [8755] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [8761] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [8767] 0.008696728 0.008696728 0.008696728 0.072236240 0.008696728 0.008696728
##  [8773] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [8779] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [8785] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [8791] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [8797] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [8803] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [8809] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [8815] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [8821] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [8827] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [8833] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [8839] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [8845] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [8851] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [8857] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [8863] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [8869] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [8875] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [8881] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [8887] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [8893] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [8899] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [8905] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [8911] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [8917] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [8923] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [8929] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [8935] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [8941] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [8947] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [8953] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [8959] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [8965] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [8971] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [8977] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [8983] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [8989] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [8995] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [9001] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [9007] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [9013] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [9019] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [9025] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [9031] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [9037] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [9043] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [9049] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [9055] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [9061] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [9067] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [9073] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [9079] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [9085] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [9091] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [9097] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [9103] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [9109] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [9115] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [9121] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [9127] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [9133] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [9139] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [9145] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [9151] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [9157] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [9163] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [9169] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [9175] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [9181] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [9187] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [9193] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [9199] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [9205] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [9211] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [9217] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [9223] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [9229] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [9235] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [9241] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [9247] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [9253] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [9259] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [9265] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [9271] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [9277] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [9283] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [9289] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [9295] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [9301] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [9307] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [9313] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [9319] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [9325] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [9331] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [9337] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [9343] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [9349] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [9355] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [9361] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [9367] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [9373] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.072236240
##  [9379] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [9385] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [9391] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [9397] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [9403] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [9409] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [9415] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.091293462
##  [9421] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [9427] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [9433] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [9439] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [9445] 0.008696728 0.509356879 0.008696728 0.008696728 0.008696728 0.008696728
##  [9451] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [9457] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [9463] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [9469] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [9475] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [9481] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [9487] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [9493] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [9499] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [9505] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [9511] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [9517] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [9523] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [9529] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [9535] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [9541] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [9547] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [9553] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.451698877
##  [9559] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [9565] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [9571] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [9577] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [9583] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [9589] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [9595] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [9601] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [9607] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [9613] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [9619] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [9625] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [9631] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [9637] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [9643] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [9649] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [9655] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [9661] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [9667] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [9673] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [9679] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [9685] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [9691] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [9697] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [9703] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [9709] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [9715] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [9721] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [9727] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [9733] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [9739] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [9745] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [9751] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [9757] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [9763] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [9769] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [9775] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [9781] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [9787] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [9793] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [9799] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [9805] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [9811] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [9817] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [9823] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [9829] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [9835] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [9841] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [9847] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [9853] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [9859] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [9865] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [9871] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [9877] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [9883] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [9889] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [9895] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [9901] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [9907] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [9913] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [9919] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [9925] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [9931] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [9937] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [9943] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [9949] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [9955] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [9961] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [9967] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [9973] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [9979] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [9985] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [9991] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
##  [9997] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [10003] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [10009] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [10015] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [10021] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [10027] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [10033] 0.008696728 0.008696728 0.008696728 0.008696728 0.634705955 0.008696728
## [10039] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [10045] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [10051] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [10057] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [10063] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [10069] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [10075] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [10081] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [10087] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [10093] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [10099] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [10105] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [10111] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [10117] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [10123] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [10129] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [10135] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [10141] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [10147] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [10153] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [10159] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [10165] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [10171] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [10177] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [10183] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [10189] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [10195] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [10201] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [10207] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [10213] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [10219] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [10225] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [10231] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [10237] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [10243] 0.008696728 0.008696728 0.008696728 0.008696728 0.215113337 0.008696728
## [10249] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [10255] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [10261] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [10267] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [10273] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [10279] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [10285] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [10291] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [10297] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [10303] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [10309] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [10315] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [10321] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [10327] 0.008696728 0.140832240 0.008696728 0.008696728 0.008696728 0.008696728
## [10333] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [10339] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [10345] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [10351] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [10357] 0.008696728 0.017485523 0.008696728 0.008696728 0.008696728 0.008696728
## [10363] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [10369] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [10375] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [10381] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [10387] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [10393] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [10399] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [10405] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [10411] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [10417] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [10423] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [10429] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [10435] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [10441] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [10447] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [10453] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [10459] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [10465] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [10471] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [10477] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [10483] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [10489] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [10495] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [10501] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [10507] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [10513] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [10519] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [10525] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [10531] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [10537] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [10543] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [10549] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [10555] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [10561] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [10567] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [10573] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [10579] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [10585] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [10591] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [10597] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [10603] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [10609] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [10615] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [10621] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [10627] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [10633] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [10639] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [10645] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [10651] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [10657] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [10663] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [10669] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [10675] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [10681] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [10687] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [10693] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [10699] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [10705] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [10711] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [10717] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [10723] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [10729] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [10735] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [10741] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [10747] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [10753] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [10759] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [10765] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [10771] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [10777] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [10783] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [10789] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [10795] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [10801] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [10807] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [10813] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [10819] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [10825] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [10831] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [10837] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [10843] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [10849] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [10855] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [10861] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [10867] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [10873] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [10879] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [10885] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [10891] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [10897] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [10903] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [10909] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [10915] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [10921] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [10927] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [10933] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [10939] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [10945] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [10951] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [10957] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [10963] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [10969] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [10975] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [10981] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [10987] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [10993] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [10999] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [11005] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [11011] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [11017] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [11023] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [11029] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [11035] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [11041] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [11047] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [11053] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [11059] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [11065] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [11071] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [11077] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [11083] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [11089] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [11095] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [11101] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [11107] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [11113] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [11119] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [11125] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [11131] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [11137] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [11143] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [11149] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [11155] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [11161] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [11167] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [11173] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [11179] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [11185] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [11191] 0.008696728 0.035345222 0.008696728 0.008696728 0.008696728 0.008696728
## [11197] 0.008696728 0.008696728 0.072236240 0.008696728 0.008696728 0.008696728
## [11203] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [11209] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [11215] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [11221] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [11227] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [11233] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [11239] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [11245] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [11251] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [11257] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [11263] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [11269] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [11275] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [11281] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [11287] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [11293] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [11299] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [11305] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [11311] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [11317] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [11323] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [11329] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [11335] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [11341] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [11347] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [11353] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [11359] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [11365] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [11371] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [11377] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [11383] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [11389] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [11395] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [11401] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [11407] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [11413] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [11419] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [11425] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [11431] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [11437] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [11443] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [11449] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [11455] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [11461] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [11467] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [11473] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [11479] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [11485] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [11491] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [11497] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [11503] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [11509] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [11515] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [11521] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [11527] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [11533] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [11539] 0.008696728 0.053591237 0.008696728 0.008696728 0.008696728 0.008696728
## [11545] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [11551] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [11557] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [11563] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [11569] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [11575] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [11581] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [11587] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [11593] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [11599] 0.182537907 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [11605] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [11611] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [11617] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [11623] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [11629] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [11635] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [11641] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [11647] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [11653] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [11659] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [11665] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [11671] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [11677] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [11683] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [11689] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [11695] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [11701] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [11707] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [11713] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [11719] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [11725] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [11731] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [11737] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [11743] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [11749] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [11755] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [11761] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [11767] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [11773] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [11779] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [11785] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [11791] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [11797] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [11803] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [11809] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [11815] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [11821] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [11827] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [11833] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [11839] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [11845] 0.008696728 0.008696728 0.008696728 0.072236240 0.008696728 0.008696728
## [11851] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [11857] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [11863] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [11869] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [11875] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [11881] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [11887] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [11893] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [11899] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [11905] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [11911] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [11917] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [11923] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [11929] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [11935] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [11941] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [11947] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [11953] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [11959] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [11965] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [11971] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [11977] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [11983] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [11989] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [11995] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [12001] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [12007] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [12013] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [12019] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [12025] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [12031] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.204127056
## [12037] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [12043] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [12049] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [12055] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [12061] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [12067] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [12073] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [12079] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [12085] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [12091] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [12097] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [12103] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [12109] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [12115] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [12121] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [12127] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [12133] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [12139] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [12145] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [12151] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [12157] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [12163] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [12169] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [12175] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [12181] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [12187] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [12193] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [12199] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [12205] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [12211] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [12217] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [12223] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [12229] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [12235] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [12241] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [12247] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [12253] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [12259] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [12265] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [12271] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [12277] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [12283] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [12289] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [12295] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [12301] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [12307] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [12313] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [12319] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [12325] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [12331] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [12337] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [12343] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [12349] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [12355] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [12361] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [12367] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [12373] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [12379] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [12385] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [12391] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [12397] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [12403] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [12409] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [12415] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [12421] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [12427] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [12433] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [12439] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [12445] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [12451] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [12457] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [12463] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [12469] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [12475] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [12481] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [12487] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [12493] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [12499] 0.008696728 0.008696728 0.053591237 0.008696728 0.008696728 0.008696728
## [12505] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [12511] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [12517] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [12523] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [12529] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [12535] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [12541] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [12547] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [12553] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [12559] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [12565] 0.008696728 0.008696728 0.091293462 0.008696728 0.008696728 0.008696728
## [12571] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [12577] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [12583] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [12589] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [12595] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [12601] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [12607] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [12613] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [12619] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [12625] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [12631] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [12637] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [12643] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [12649] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [12655] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [12661] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [12667] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [12673] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [12679] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [12685] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [12691] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [12697] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [12703] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [12709] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [12715] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [12721] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [12727] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [12733] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [12739] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [12745] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [12751] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [12757] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [12763] 0.008696728 0.008696728 0.008696728 0.053591237 0.008696728 0.008696728
## [12769] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [12775] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [12781] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [12787] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [12793] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [12799] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [12805] 0.934752892 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [12811] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [12817] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [12823] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [12829] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [12835] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [12841] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [12847] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [12853] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [12859] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [12865] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [12871] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [12877] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [12883] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [12889] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [12895] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [12901] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [12907] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [12913] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [12919] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [12925] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [12931] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [12937] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [12943] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [12949] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [12955] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [12961] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [12967] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [12973] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [12979] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [12985] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [12991] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [12997] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [13003] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [13009] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [13015] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [13021] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [13027] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [13033] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [13039] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [13045] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [13051] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [13057] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [13063] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [13069] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [13075] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [13081] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [13087] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [13093] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [13099] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [13105] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [13111] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [13117] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [13123] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [13129] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [13135] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [13141] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [13147] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [13153] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [13159] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [13165] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [13171] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [13177] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [13183] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [13189] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [13195] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [13201] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [13207] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [13213] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [13219] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [13225] 0.008696728 0.008696728 0.008696728 0.008696728 0.120682615 0.008696728
## [13231] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [13237] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [13243] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [13249] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [13255] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [13261] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [13267] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [13273] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [13279] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [13285] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [13291] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [13297] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [13303] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [13309] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [13315] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [13321] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [13327] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [13333] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [13339] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [13345] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [13351] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [13357] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [13363] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [13369] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [13375] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [13381] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [13387] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [13393] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [13399] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [13405] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [13411] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [13417] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [13423] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [13429] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [13435] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [13441] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [13447] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [13453] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [13459] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [13465] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [13471] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [13477] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [13483] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [13489] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [13495] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [13501] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [13507] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [13513] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [13519] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [13525] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [13531] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [13537] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [13543] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [13549] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [13555] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [13561] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [13567] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [13573] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [13579] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [13585] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [13591] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [13597] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [13603] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [13609] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [13615] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [13621] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [13627] 0.008696728 0.100980951 0.008696728 0.008696728 0.008696728 0.008696728
## [13633] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [13639] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [13645] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [13651] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [13657] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [13663] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [13669] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [13675] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [13681] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [13687] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [13693] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [13699] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [13705] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [13711] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [13717] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [13723] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [13729] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [13735] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [13741] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [13747] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [13753] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [13759] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [13765] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [13771] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [13777] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [13783] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [13789] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [13795] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [13801] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [13807] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [13813] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [13819] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [13825] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [13831] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [13837] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [13843] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [13849] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [13855] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [13861] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [13867] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [13873] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [13879] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [13885] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [13891] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [13897] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [13903] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
## [13909] 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728 0.008696728
scr.pipeline_pca(scrub)
scrub.calculate_doublet_scores(
            use_approx_neighbors=use_approx_neighbors,
            distance_metric=distance_metric,
            get_doublet_neighbor_parents=get_doublet_neighbor_parents
            )
## array([0.05098494, 0.08314607, 0.06166561, ..., 0.09076559, 0.11131059,
##        0.20963173])
scrub.call_doublets(verbose=verbose)
## Automatically set threshold at doublet score = 0.68
## Detected doublet rate = 0.0%
## Estimated detectable doublet fraction = 14.2%
## Overall doublet rate:
##  Expected   = 10.0%
##  Estimated  = 0.3%
## array([False, False, False, ..., False, False, False])
final_doublet = scrub.doublet_scores_obs_

Interesting that the tumor shows less correlation across the two implementations than other celltypes

ggplot(data.frame(py = log(py$final_doublet), R = log(scr$doublet_scores_obs_), celltype = seuP$celltype), aes(x=R, y=py, color = celltype))+geom_point(size = 0.3)+theme_bw()+ggtitle("Correlation of R and Python doublet scores (log transformed)")+scale_color_manual(values = as.character(pals::polychrome()))

ggplot(data.frame(py = log(py$final_doublet), R = log(scr$doublet_scores_obs_), genotype = seuP$geno), aes(x=R, y=py, color = genotype))+geom_point(size = 0.3, alpha = 0.3)+theme_bw()+ggtitle("Correlation of R and Python doublet scores (log transformed)")

Appendix

sessionInfo()
## R version 4.3.1 (2023-06-16)
## Platform: aarch64-apple-darwin20 (64-bit)
## Running under: macOS Ventura 13.5.2
## 
## Matrix products: default
## BLAS:   /Library/Frameworks/R.framework/Versions/4.3-arm64/Resources/lib/libRblas.0.dylib 
## LAPACK: /Library/Frameworks/R.framework/Versions/4.3-arm64/Resources/lib/libRlapack.dylib;  LAPACK version 3.11.0
## 
## locale:
## [1] en_US.UTF-8/en_US.UTF-8/en_US.UTF-8/C/en_US.UTF-8/en_US.UTF-8
## 
## time zone: America/Los_Angeles
## tzcode source: internal
## 
## attached base packages:
## [1] stats     graphics  grDevices utils     datasets  methods   base     
## 
## other attached packages:
##  [1] magrittr_2.0.3     scCustomize_2.0.1  Seurat_5.0.1       SeuratObject_5.0.1
##  [5] sp_2.1-2           viewmastRust_0.1.4 scrubletR_0.1.0    ggplot2_3.4.4     
##  [9] irlba_2.3.5.1      RcppAnnoy_0.0.21   R6_2.5.1           Matrix_1.6-4      
## [13] reticulate_1.34.0 
## 
## loaded via a namespace (and not attached):
##   [1] matrixStats_1.1.0           spatstat.sparse_3.0-3      
##   [3] bitops_1.0-7                lubridate_1.9.3            
##   [5] httr_1.4.7                  RColorBrewer_1.1-3         
##   [7] doParallel_1.0.17           tools_4.3.1                
##   [9] sctransform_0.4.1           backports_1.4.1            
##  [11] utf8_1.2.4                  lazyeval_0.2.2             
##  [13] uwot_0.1.16                 GetoptLong_1.0.5           
##  [15] withr_2.5.2                 gridExtra_2.3              
##  [17] progressr_0.14.0            cli_3.6.1                  
##  [19] Biobase_2.60.0              spatstat.explore_3.2-5     
##  [21] fastDummies_1.7.3           labeling_0.4.3             
##  [23] prismatic_1.1.1             sass_0.4.8                 
##  [25] spatstat.data_3.0-3         ggridges_0.5.4             
##  [27] pbapply_1.7-2               foreign_0.8-86             
##  [29] dichromat_2.0-0.1           parallelly_1.36.0          
##  [31] maps_3.4.1.1                pals_1.8                   
##  [33] rstudioapi_0.15.0           generics_0.1.3             
##  [35] shape_1.4.6                 ica_1.0-3                  
##  [37] spatstat.random_3.2-2       dplyr_1.1.4                
##  [39] ggbeeswarm_0.7.2            fansi_1.0.6                
##  [41] S4Vectors_0.38.2            abind_1.4-5                
##  [43] terra_1.7-55                lifecycle_1.0.4            
##  [45] yaml_2.3.7                  snakecase_0.11.1           
##  [47] SummarizedExperiment_1.30.2 recipes_1.0.8              
##  [49] Rtsne_0.17                  paletteer_1.5.0            
##  [51] grid_4.3.1                  promises_1.2.1             
##  [53] crayon_1.5.2                miniUI_0.1.1.1             
##  [55] lattice_0.22-5              cowplot_1.1.1              
##  [57] mapproj_1.2.11              pillar_1.9.0               
##  [59] knitr_1.45                  ComplexHeatmap_2.16.0      
##  [61] GenomicRanges_1.52.1        rjson_0.2.21               
##  [63] boot_1.3-28.1               future.apply_1.11.0        
##  [65] codetools_0.2-19            leiden_0.4.3.1             
##  [67] glue_1.6.2                  MatrixExtra_0.1.14         
##  [69] data.table_1.14.10          float_0.3-1                
##  [71] vctrs_0.6.5                 png_0.1-8                  
##  [73] spam_2.10-0                 gtable_0.3.4               
##  [75] rematch2_2.1.2              assertthat_0.2.1           
##  [77] cachem_1.0.8                gower_1.0.1                
##  [79] xfun_0.41                   S4Arrays_1.0.6             
##  [81] mime_0.12                   prodlim_2023.08.28         
##  [83] survival_3.5-7              timeDate_4022.108          
##  [85] SingleCellExperiment_1.22.0 iterators_1.0.14           
##  [87] pbmcapply_1.5.1             hardhat_1.3.0              
##  [89] lava_1.7.3                  ellipsis_0.3.2             
##  [91] fitdistrplus_1.1-11         ROCR_1.0-11                
##  [93] ipred_0.9-14                nlme_3.1-164               
##  [95] GenomeInfoDb_1.36.4         bslib_0.6.1                
##  [97] vipor_0.4.5                 KernSmooth_2.23-22         
##  [99] rpart_4.1.23                colorspace_2.1-0           
## [101] BiocGenerics_0.46.0         Hmisc_5.1-1                
## [103] nnet_7.3-19                 ggrastr_1.0.2              
## [105] tidyselect_1.2.0            compiler_4.3.1             
## [107] htmlTable_2.4.2             DelayedArray_0.26.7        
## [109] plotly_4.10.3               checkmate_2.3.1            
## [111] scales_1.3.0                lmtest_0.9-40              
## [113] stringr_1.5.1               digest_0.6.33              
## [115] goftest_1.2-3               spatstat.utils_3.0-4       
## [117] minqa_1.2.6                 rmarkdown_2.25             
## [119] XVector_0.40.0              RhpcBLASctl_0.23-42        
## [121] htmltools_0.5.7             pkgconfig_2.0.3            
## [123] base64enc_0.1-3             lme4_1.1-35.1              
## [125] sparseMatrixStats_1.12.2    MatrixGenerics_1.12.3      
## [127] highr_0.10                  fastmap_1.1.1              
## [129] rlang_1.1.2                 GlobalOptions_0.1.2        
## [131] htmlwidgets_1.6.4           shiny_1.8.0                
## [133] DelayedMatrixStats_1.22.6   farver_2.1.1               
## [135] jquerylib_0.1.4             zoo_1.8-12                 
## [137] jsonlite_1.8.8              ModelMetrics_1.2.2.2       
## [139] RCurl_1.98-1.13             Formula_1.2-5              
## [141] GenomeInfoDbData_1.2.10     dotCall64_1.1-1            
## [143] patchwork_1.1.3             munsell_0.5.0              
## [145] Rcpp_1.0.11                 stringi_1.8.2              
## [147] pROC_1.18.5                 zlibbioc_1.46.0            
## [149] MASS_7.3-60                 plyr_1.8.9                 
## [151] parallel_4.3.1              listenv_0.9.0              
## [153] ggrepel_0.9.4               forcats_1.0.0              
## [155] deldir_2.0-2                splines_4.3.1              
## [157] tensor_1.5                  circlize_0.4.15            
## [159] igraph_1.5.1                spatstat.geom_3.2-7        
## [161] RcppHNSW_0.5.0              reshape2_1.4.4             
## [163] stats4_4.3.1                evaluate_0.23              
## [165] ggprism_1.0.4               nloptr_2.0.3               
## [167] foreach_1.5.2               httpuv_1.6.13              
## [169] RANN_2.6.1                  tidyr_1.3.0                
## [171] purrr_1.0.2                 polyclip_1.10-6            
## [173] future_1.33.0               clue_0.3-65                
## [175] scattermore_1.2             janitor_2.2.0              
## [177] xtable_1.8-4                monocle3_1.3.4             
## [179] RSpectra_0.16-1             later_1.3.2                
## [181] viridisLite_0.4.2           class_7.3-22               
## [183] tibble_3.2.1                beeswarm_0.4.0             
## [185] IRanges_2.34.1              cluster_2.1.6              
## [187] timechange_0.2.0            globals_0.16.2             
## [189] caret_6.0-94
getwd()
## [1] "/Users/sfurlan/develop/scrubletR/articles"